Every model.
One platform.

General Input runs on frontier models from Anthropic, OpenAI, and Google alongside the best open-weights labs. Pick the right brain for every agent and every step.

Models to choose from

Hosting providers

Pricing

The price landscape

What one million tokens costs on every managed model, straight from the live catalog. Flip between input, output, and a blended rate weighted for real agent workloads.

Dollars per one million input tokens.

Claude Opus 4.8

GPT-5.6 SolNew

Claude Sonnet 5New

GPT-5.4

$2.50

GPT-5.6 TerraNew

$2.50

Gemini 3.1 Pro

Grok 4.5New

Grok Build 0.1New

DeepSeek V4 Pro

$1.74

Gemini 3.5 Flash

$1.50

GLM 5.2

$1.40

GLM 5.1

$1.40

Claude Haiku 4.5

GPT-5.6 LunaNew

Kimi K2.6

$0.95

GPT-5.4 Mini

$0.75

Gemini 3 Flash

$0.50

Qwen 3.7 Plus

$0.40

Gemini 2.5 Flash Image

$0.30

MiniMax M3

$0.30

Gemini 3.1 Flash-Lite

$0.25

GPT-5.4 Nano

$0.20

DeepSeek V4 Flash

$0.14

Context

Room to think

How much a model can hold in a single request. Bigger windows mean longer documents, deeper histories, and fewer compactions mid-run.

Maximum tokens a single request can carry.

GPT-5.6 SolNew

GPT-5.4

GPT-5.6 TerraNew

GPT-5.6 LunaNew

Gemini 3.1 Pro

Gemini 3.5 Flash

GLM 5.2

Gemini 3 Flash

Gemini 3.1 Flash-Lite

Claude Opus 4.8

Claude Sonnet 5New

DeepSeek V4 Pro

DeepSeek V4 Flash

MiniMax M3

512K

Grok 4.5New

500K

GPT-5.4 Mini

400K

GPT-5.4 Nano

400K

Kimi K2.6

262K

Qwen 3.7 Plus

262K

Grok Build 0.1New

256K

GLM 5.1

203K

Claude Haiku 4.5

200K

Gemini 2.5 Flash Image

66K

Catalog

Meet the lineup

Every managed model, ready to run in any workflow, agent, or app. No keys to manage, no rate limits to babysit.

Claude Opus 4.8

Anthropic’s deepest reasoning model for the hardest analysis and coding work.

Hosted on: Anthropic
Capabilities: VisionFiles
Reasoning: LowMediumHighMax
Price per 1M: $5 in · $25 out
Context window: 1M tokens
Intelligence: Frontier
Speed: Deliberate

GPT-5.6 Sol

New

OpenAI’s newest frontier model, built for complex professional work.

Hosted on: OpenAI
Capabilities: VisionFiles
Reasoning: LowMediumHighXhigh
Price per 1M: $5 in · $30 out
Context window: 1M tokens
Intelligence: Frontier
Speed: Balanced

Claude Sonnet 5

New

Anthropic’s frontier workhorse with standout coding and agentic skills.

Hosted on: Anthropic
Capabilities: VisionFiles
Reasoning: LowMediumHighMax
Price per 1M: $3 in · $15 out
Context window: 1M tokens
Intelligence: Strong
Speed: Balanced

GPT-5.4

A frontier OpenAI model that balances deep reasoning with everyday responsiveness.

Hosted on: OpenAI
Capabilities: VisionFiles
Reasoning: LowMediumHighXhigh
Price per 1M: $2.50 in · $15 out
Context window: 1M tokens
Intelligence: Frontier
Speed: Balanced

GPT-5.6 Terra

New

Mid-tier GPT-5.6 that balances intelligence, speed, and cost.

Hosted on: OpenAI
Capabilities: VisionFiles
Reasoning: LowMediumHighXhigh
Price per 1M: $2.50 in · $15 out
Context window: 1M tokens
Intelligence: Frontier
Speed: Fast

Gemini 3.1 Pro

Google’s frontier Gemini for long-context research and multimodal analysis.

Hosted on: Google Vertex
Capabilities: VisionFiles
Reasoning: LowMediumHigh
Price per 1M: $2 in · $12 out
Context window: 1M tokens
Intelligence: Strong
Speed: Deliberate

Grok 4.5

New

xAI’s frontier model with sharp reasoning and real-world knowledge.

Hosted on: xAI
Capabilities: Vision
Reasoning: LowMediumHigh
Price per 1M: $2 in · $6 out
Context window: 500K tokens
Intelligence: Frontier
Speed: Balanced

Gemini 3.5 Flash

Google’s newest Flash, frontier-level quality at Flash-class speed.

Hosted on: Google Vertex
Capabilities: VisionFiles
Reasoning: MinimalLowMediumHigh
Price per 1M: $1.50 in · $9 out
Context window: 1M tokens
Intelligence: Strong
Speed: Fast

GLM 5.2

Zhipu’s frontier open-weights model, advanced reasoning at open prices.

Hosted on: Fireworks AI
Capabilities: Text
Reasoning: LowMediumHighXhighMax
Price per 1M: $1.40 in · $4.40 out
Context window: 1M tokens
Intelligence: Frontier
Speed: Balanced

Grok Build 0.1

New

xAI’s fast coding model, built for agentic software and workflow tasks.

Hosted on: xAI
Capabilities: Vision
Reasoning: Fixed
Price per 1M: $2 in · $4 out
Context window: 256K tokens
Intelligence: Strong
Speed: Fast

DeepSeek V4 Pro

DeepSeek’s strongest open-weights model for serious reasoning workloads.

Hosted on: Fireworks AI
Capabilities: Text
Reasoning: HighMax
Price per 1M: $1.74 in · $3.48 out
Context window: 1M tokens
Intelligence: Strong
Speed: Balanced

GLM 5.1

Zhipu’s open-weights model with solid reasoning and coding chops.

Hosted on: Fireworks AI
Capabilities: Text
Reasoning: Fixed
Price per 1M: $1.40 in · $4.40 out
Context window: 203K tokens
Intelligence: Strong
Speed: Balanced

Claude Haiku 4.5

Quick, dependable Claude for everyday tasks at a friendly price.

Hosted on: Anthropic
Capabilities: Vision
Reasoning: Fixed
Price per 1M: $1 in · $5 out
Context window: 200K tokens
Intelligence: Strong
Speed: Fast

GPT-5.6 Luna

New

The lightest GPT-5.6, tuned for cost-sensitive, high-volume work.

Hosted on: OpenAI
Capabilities: Vision
Reasoning: LowMediumHighXhigh
Price per 1M: $1 in · $6 out
Context window: 1M tokens
Intelligence: Strong
Speed: Fast

Kimi K2.6

Moonshot’s open-weights agent specialist with excellent tool use.

Hosted on: Fireworks AI
Capabilities: Vision
Reasoning: Fixed
Price per 1M: $0.95 in · $4 out
Context window: 262K tokens
Intelligence: Strong
Speed: Balanced

GPT-5.4 Mini

Fast, affordable OpenAI model for high-volume agent steps and tool calls.

Hosted on: OpenAI
Capabilities: VisionFiles
Reasoning: LowMediumHighXhigh
Price per 1M: $0.75 in · $4.50 out
Context window: 400K tokens
Intelligence: Strong
Speed: Fast

Gemini 3 Flash

Fast, capable Gemini with strong multimodal understanding.

Hosted on: Google Vertex
Capabilities: VisionFiles
Reasoning: MinimalLowMediumHigh
Price per 1M: $0.50 in · $3 out
Context window: 1M tokens
Intelligence: Strong
Speed: Fast

Qwen 3.7 Plus

Alibaba’s open-weights all-rounder, quick and dependable for agent steps.

Hosted on: Fireworks AI
Capabilities: Vision
Reasoning: Fixed
Price per 1M: $0.40 in · $1.60 out
Context window: 262K tokens
Intelligence: Strong
Speed: Balanced

Gemini 2.5 Flash Image

Google’s image model for generating and editing images inside workflows.

Hosted on: Google Vertex
Capabilities: VisionImage gen
Reasoning: Fixed
Price per 1M: $0.30 in · $2.50 out
Context window: 66K tokens
Intelligence: Strong
Speed: Fast

MiniMax M3

A quick open-weights model tuned for agentic work.

Hosted on: Fireworks AI
Capabilities: Vision
Reasoning: Fixed
Price per 1M: $0.30 in · $1.20 out
Context window: 512K tokens
Intelligence: Strong
Speed: Fast

Gemini 3.1 Flash-Lite

The lightest Gemini, built for ultra-cheap, low-latency work.

Hosted on: Google Vertex
Capabilities: Vision
Reasoning: MinimalLowMediumHigh
Price per 1M: $0.25 in · $1.50 out
Context window: 1M tokens
Intelligence: Everyday
Speed: Fast

GPT-5.4 Nano

The lightest GPT, near-instant answers at the lowest OpenAI price point.

Hosted on: OpenAI
Capabilities: Vision
Reasoning: LowMediumHighXhigh
Price per 1M: $0.20 in · $1.25 out
Context window: 400K tokens
Intelligence: Everyday
Speed: Fast

DeepSeek V4 Flash

Open-weights reasoning at a fraction of frontier prices.

Hosted on: DeepSeek
Capabilities: Text
Reasoning: HighMax
Price per 1M: $0.14 in · $0.28 out
Context window: 1M tokens
Intelligence: Strong
Speed: Fast

Spec sheet

Side by side

The full spec sheet behind the charts. Prices are per one million tokens.

Model	Context	Input / 1M	Cached / 1M	Output / 1M	Intelligence	Speed	Reasoning	Capabilities
Advanced
Claude Opus 4.8	1M	$5	$0.50	$25	Frontier	Deliberate	4 levels	Vision · Files
GPT-5.6 SolNew	1M	$5	$0.50	$30	Frontier	Balanced	4 levels	Vision · Files
Claude Sonnet 5New	1M	$3	$0.30	$15	Strong	Balanced	4 levels	Vision · Files
GPT-5.4	1M	$2.50	$0.25	$15	Frontier	Balanced	4 levels	Vision · Files
GPT-5.6 TerraNew	1M	$2.50	$0.25	$15	Frontier	Fast	4 levels	Vision · Files
Gemini 3.1 Pro	1M	$2	$0.20	$12	Strong	Deliberate	3 levels	Vision · Files
Grok 4.5New	500K	$2	$0.50	$6	Frontier	Balanced	3 levels	Vision
Gemini 3.5 Flash	1M	$1.50	$0.15	$9	Strong	Fast	4 levels	Vision · Files
GLM 5.2	1M	$1.40	$0.14	$4.40	Frontier	Balanced	5 levels	Text
Capable
Grok Build 0.1New	256K	$2	$0.40	$4	Strong	Fast	Fixed	Vision
DeepSeek V4 Pro	1M	$1.74	$0.14	$3.48	Strong	Balanced	2 levels	Text
GLM 5.1	203K	$1.40	$0.26	$4.40	Strong	Balanced	Fixed	Text
Claude Haiku 4.5	200K	$1	$0.10	$5	Strong	Fast	Fixed	Vision
GPT-5.6 LunaNew	1M	$1	$0.10	$6	Strong	Fast	4 levels	Vision
Kimi K2.6	262K	$0.95	$0.16	$4	Strong	Balanced	Fixed	Vision
GPT-5.4 Mini	400K	$0.75	$0.07	$4.50	Strong	Fast	4 levels	Vision · Files
Gemini 3 Flash	1M	$0.50	$0.05	$3	Strong	Fast	4 levels	Vision · Files
Qwen 3.7 Plus	262K	$0.40	$0.08	$1.60	Strong	Balanced	Fixed	Vision
Gemini 2.5 Flash Image	66K	$0.30	$0.0000	$2.50	Strong	Fast	Fixed	Vision · Image gen
MiniMax M3	512K	$0.30	$0.06	$1.20	Strong	Fast	Fixed	Vision
Basic
Gemini 3.1 Flash-Lite	1M	$0.25	$0.03	$1.50	Everyday	Fast	4 levels	Vision
GPT-5.4 Nano	400K	$0.20	$0.02	$1.25	Everyday	Fast	4 levels	Vision
DeepSeek V4 Flash	1M	$0.14	$0.0028	$0.28	Strong	Fast	2 levels	Text

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Every model. One platform.

The price landscape

Room to think

Meet the lineup

Claude Opus 4.8

GPT-5.6 Sol

Claude Sonnet 5

GPT-5.4

GPT-5.6 Terra

Gemini 3.1 Pro

Grok 4.5

Gemini 3.5 Flash

GLM 5.2

Grok Build 0.1

DeepSeek V4 Pro

GLM 5.1

Claude Haiku 4.5

GPT-5.6 Luna

Kimi K2.6

GPT-5.4 Mini

Gemini 3 Flash

Qwen 3.7 Plus

Gemini 2.5 Flash Image

MiniMax M3

Gemini 3.1 Flash-Lite

GPT-5.4 Nano

DeepSeek V4 Flash

Side by side

Bring your own model

Ready to automate?

Every model.
One platform.